SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

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( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 5051–5100 of 5335 papers

TitleStatusHype
Translating Videos to Natural Language Using Deep Recurrent Neural Networks—0
Reading Text in the Wild with Convolutional Neural Networks—0
Stochastic Language Generation in Dialogue using Factored Language Models—0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing—0
Linguistic Descriptions for Automatic Generation of Textual Short-Term Weather Forecasts on Real Prediction Data—0
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions—0
Unsupervised Sentence Enhancement for Automatic Summarization—0
Syntactic SMT Using a Discriminative Text Generation Model—0
Exploration of the Impact of Maximum Entropy in Recurrent Neural Network Language Models for Code-Switching Speech—0
Using graph transformation algorithms to generate natural language equivalents of icons expressing medical concepts—0
A Two-Stage Approach for Computing Associative Responses to a Set of Stimulus Words—0
The Last 10 Metres: Using Visual Analysis and Verbal Communication in Guiding Visually Impaired Smartphone Users to Entrances—0
A Dependency Edge-based Transfer Model for Statistical Machine Translation—0
Learning when to point: A data-driven approach—0
Modelling the Semantics of Adjectives in the Ontology-Lexicon Interface—0
Towards Succinct and Relevant Image Descriptions—0
See No Evil, Say No Evil: Description Generation from Densely Labeled Images—0
How the Voynich Manuscript was created—0
Understanding Zipf's law of word frequencies through sample-space collapse in sentence formation—0
Text Generation: Reexamining G-TAG with Abstract Categorial Grammars (G\'en\'eration de textes : G-TAG revisit\'e avec les Grammaires Cat\'egorielles Abstraites) [in French]—0
Automatic Detection of Document Organizational Structure from Visual and Lexical Markers (D\'etection automatique de la structure organisationnelle de documents \`a partir de marqueurs visuels et lexicaux) [in French]—0
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations—0
Controlled Natural Language Generation from a Multilingual FrameNet-based Grammar—0
Explaining Violation Traces with Finite State Natural Language Generation Models—0
Toward verbalizing ontologies in isiZulu—0
Citation Resolution: A method for evaluating context-based citation recommendation systems—0
Modeling Blame to Avoid Positive Face Threats in Natural Language Generation—0
Latent User Models for Online River Information Tailoring—0
TBI-Doc: Generating Patient \& Clinician Reports from Brain Imaging Data—0
A Service-Oriented Architecture for Metaphor Processing—0
Multi-adaptive Natural Language Generation using Principal Component Regression—0
Text simplification using synchronous dependency grammars: Generalising automatically harvested rules—0
Approximation Strategies for Multi-Structure Sentence Compression—0
The PARLANCE mobile application for interactive search in English and Mandarin—0
Experimental Design to Improve Topic Analysis Based Summarization—0
Towards a Description of Symbolic Maps—0
Natural Language Generation with Vocabulary Constraints—0
Domain-Specific Image Captioning—0
An ACG Analysis of the G-TAG Generation Process—0
Towards segment-based recognition of argumentation structure in short texts—0
Towards Surface Realization with CCGs Induced from Dependencies—0
A Usage-Based Model of Early Grammatical Development—0
Crowdsourcing Language Generation Templates for Dialogue Systems—0
Alex: Bootstrapping a Spoken Dialogue System for a New Domain by Real Users—0
A language-independent method for the extraction of RDF verbalization templates—0
Determining Content for Unknown Users: Lessons from the MinkApp Case Study—0
Tuning a Grammar Correction System for Increased Precision—0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews—0
Two-Stage Stochastic Email Synthesizer—0
Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified